Skip to main content
U.S. Department of Energy
Office of Scientific and Technical Information

Multilevel Convergence Analysis of Multigrid-Reduction-in-Time

Journal Article · · SIAM Journal on Scientific Computing
DOI:https://doi.org/10.1137/19m1238812· OSTI ID:1734596
 [1];  [2];  [3];  [1];  [4];  [5]
  1. Univ. of Stuttgart (Germany)
  2. Univ. of Colorado, Boulder, CO (United States)
  3. King's College, London (United Kingdom)
  4. Lawrence Livermore National Lab. (LLNL), Livermore, CA (United States)
  5. Univ. of New Mexico, Albuquerque, NM (United States)

This study presents a multilevel convergence framework for multigrid-reduction-in-time (MGRIT) as a generalization of previous two-grid estimates. The framework provides a priori upper bounds on the convergence of MGRIT V- and F-cycles, with different relaxation schemes, by deriving the respective residual and error propagation operators. The residual and error operators are functions of the time-stepping operator, analyzed directly and bounded in the norm, both numerically and analytically. We present various upper bounds of different computational cost and varying sharpness. These upper bounds are complemented by proposing analytic formulae for the approximate convergence factor of V-cycle algorithms that take the number of fine grid time points, the temporal coarsening factors, and the eigenvalues of the time-stepping operator as parameters. The paper concludes with supporting numerical investigations of parabolic (anisotropic diffusion) and hyperbolic (wave equation) model problems. We assess the sharpness of the bounds and the quality of the approximate convergence factors. Observations from these numerical investigations demonstrate the value of the proposed multilevel convergence framework for estimating MGRIT convergence a priori and for the design of a convergent algorithm. We further highlight that observations in the literature are captured by the theory, including that two-level Parareal and multilevel MGRIT with F-relaxation do not yield scalable algorithms and the benefit of a stronger relaxation scheme. An important observation is that with increasing numbers of levels MGRIT convergence deteriorates for the hyperbolic model problem, while constant convergence factors can be achieved for the diffusion equation. The theory also indicates that L-stable Runge--Kutta schemes are more amendable to multilevel parallel-in-time integration with MGRIT than A-stable Runge--Kutta schemes.

Research Organization:
Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States)
Sponsoring Organization:
USDOE National Nuclear Security Administration (NNSA)
Grant/Contract Number:
AC52-07NA27344
OSTI ID:
1734596
Report Number(s):
LLNL-JRNL--763460; 953239
Journal Information:
SIAM Journal on Scientific Computing, Journal Name: SIAM Journal on Scientific Computing Journal Issue: 2 Vol. 42; ISSN 1064-8275
Publisher:
SIAMCopyright Statement
Country of Publication:
United States
Language:
English

References (32)

A generalized predictive analysis tool for multigrid methods: A GENERALIZED PREDICTIVE ANALYSIS TOOL FOR MULTIGRID METHODS journal February 2015
A time-parallel implicit method for accelerating the solution of non-linear structural dynamics problems journal January 2009
Multi-grid dynamic iteration for parabolic equations journal June 1987
On the extreme eigenvalues of hermitian (block) toeplitz matrices journal February 1998
Asymptotic Spectra of Hermitian Block Toeplitz Matrices and Preconditioning Results journal January 2000
Parallel methods for integrating ordinary differential equations journal December 1964
High order implicit time integration schemes on multiresolution adaptive grids for stiff PDEs preprint January 2016
Survey of the stability of linear finite difference equations journal May 1956
Convergence of the multigrid reduction in time algorithm for the linear elasticity equations: Convergence of the MGRIT algorithm for linear elasticity journal February 2018
Time-parallel implicit integrators for the near-real-time prediction of linear structural dynamic responses
  • Farhat, Charbel; Cortial, Julien; Dastillung, Climène
  • International Journal for Numerical Methods in Engineering, Vol. 67, Issue 5 https://doi.org/10.1002/nme.1653
journal January 2006
Time-decomposed parallel time-integrators: theory and feasibility studies for fluid, structure, and fluid-structure applications journal January 2003
Nonlinear Convergence Analysis for the Parareal Algorithm book January 2008
Estimating the matrixp-norm journal December 1992
Contractivity of Runge-Kutta methods journal September 1991
Multi-grid dynamic iteration for parabolic equations journal June 1987
Wave propagation characteristics of Parareal journal May 2018
Multigrid interpretations of the parareal algorithm leading to an overlapping variant and MGRIT journal June 2018
A non-intrusive parallel-in-time adjoint solver with the XBraid library journal June 2018
A multi-level spectral deferred correction method journal August 2014
Résolution d'EDP par un schéma en temps «pararéel » journal April 2001
Multi-level spectral deferred corrections scheme for the shallow water equations on the rotating sphere journal January 2019
A parallel-in-time algorithm for variable step multistep methods journal October 2019
Parallel High-Order Integrators journal January 2010
A Space-Time Multigrid Method for Parabolic Partial Differential Equations journal July 1995
Parallel Time Integration with Multigrid journal January 2014
Two-Level Convergence Theory for Multigrid Reduction in Time (MGRIT) journal January 2017
Multigrid Reduction in Time for Nonlinear Parabolic Problems: A Case Study journal January 2017
A Root-Node--Based Algebraic Multigrid Method journal January 2017
Parallel-In-Time Multigrid with Adaptive Spatial Coarsening for The Linear Advection and Inviscid Burgers Equations journal January 2019
Necessary Conditions and Tight Two-level Convergence Bounds for Parareal and Multigrid Reduction in Time journal January 2019
Armadillo: a template-based C++ library for linear algebra journal June 2016
Toward an efficient parallel in time method for partial differential equations journal January 2012

Similar Records

Two-Level Convergence Theory for Multigrid Reduction in Time (MGRIT)
Journal Article · Thu Oct 26 00:00:00 EDT 2017 · SIAM Journal on Scientific Computing · OSTI ID:1764758

Optimizing multigrid reduction-in-time and Parareal coarse-grid operators for linear advection
Journal Article · Mon Mar 08 23:00:00 EST 2021 · Numerical Linear Algebra with Applications · OSTI ID:1819027